Overview

Brought to you by YData

Dataset statistics

Number of variables	22
Number of observations	28327324
Missing cells	7885065
Missing cells (%)	1.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.7 GiB
Average record size in memory	365.8 B

Variable types

Categorical	5
Numeric	17

Alerts

`id_categoria` has constant value "1"	Constant
`canal` is highly overall correlated with `segmento`	High correlation
`densidad_hab` is highly overall correlated with `superficie_km2`	High correlation
`dolar` is highly overall correlated with `id_periodo` and 2 other fields	High correlation
`id_barrio` is highly overall correlated with `id_comuna`	High correlation
`id_comuna` is highly overall correlated with `id_barrio`	High correlation
`id_periodo` is highly overall correlated with `dolar` and 2 other fields	High correlation
`segmento` is highly overall correlated with `canal`	High correlation
`superficie_km2` is highly overall correlated with `densidad_hab`	High correlation
`tpm` is highly overall correlated with `dolar` and 2 other fields	High correlation
`uf` is highly overall correlated with `dolar` and 2 other fields	High correlation
`segmento` is highly imbalanced (55.3%)	Imbalance
`descr_flag_patente` is highly imbalanced (91.5%)	Imbalance
`indice_gse` has 1645935 (5.8%) missing values	Missing
`n_habitantes` has 1645935 (5.8%) missing values	Missing
`n_ptos_interes` has 476688 (1.7%) missing values	Missing
`superficie_km2` has 476688 (1.7%) missing values	Missing
`densidad_hab` has 1645935 (5.8%) missing values	Missing
`tasa_desempleo` has 601516 (2.1%) missing values	Missing
`liq_um` is highly skewed (γ1 = 78.47871768)	Skewed
`liq_um` has 433340 (1.5%) zeros	Zeros
`ipc` has 1684246 (5.9%) zeros	Zeros
`imacec` has 1098185 (3.9%) zeros	Zeros

Reproduction

Analysis started	2025-10-18 17:38:47.488678
Analysis finished	2025-10-18 18:09:06.527328
Duration	30 minutes and 19.04 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

id_categoria
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 GiB

1	28327324

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	28327324
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	28327324	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	28327324	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	28327324	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	28327324	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	28327324	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	28327324	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	28327324	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	28327324	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	28327324	100.0%

id_cliente
Real number (ℝ)

Distinct	97065
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	372401.02

Minimum	13
Maximum	727517
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	13
5-th percentile	60522
Q1	190023
median	374107
Q3	556663
95-th percentile	689253
Maximum	727517
Range	727504
Interquartile range (IQR)	366640

Descriptive statistics

Standard deviation	203824.56
Coefficient of variation (CV)	0.54732546
Kurtosis	-1.2000749
Mean	372401.02
Median Absolute Deviation (MAD)	182834
Skewness	-0.072202653
Sum	1.0549124 × 10¹³
Variance	4.1544451 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
310323	5070	< 0.1%
563742	4794	< 0.1%
317419	4738	< 0.1%
386909	4616	< 0.1%
703385	4563	< 0.1%
397590	4541	< 0.1%
119666	4512	< 0.1%
435032	4479	< 0.1%
245753	4426	< 0.1%
229624	4414	< 0.1%
Other values (97055)	28281171	99.8%

Value	Count	Frequency (%)
13	15	< 0.1%
33	290	< 0.1%
51	1549	< 0.1%
56	452	< 0.1%
62	126	< 0.1%
64	3	< 0.1%
86	278	< 0.1%
122	454	< 0.1%
148	65	< 0.1%
149	4	< 0.1%

Value	Count	Frequency (%)
727517	1	< 0.1%
727516	1	< 0.1%
727515	1	< 0.1%
727513	179	< 0.1%
727512	352	< 0.1%
727510	1	< 0.1%
727507	159	< 0.1%
727505	158	< 0.1%
727494	9	< 0.1%
727493	17	< 0.1%

id_periodo
Real number (ℝ)

High correlation

Distinct	84
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202190.02

Minimum	201809
Maximum	202508
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	201809
5-th percentile	201902
Q1	202010
median	202206
Q3	202401
95-th percentile	202504
Maximum	202508
Range	699
Interquartile range (IQR)	391

Descriptive statistics

Standard deviation	199.64598
Coefficient of variation (CV)	0.00098741759
Kurtosis	-1.0544741
Mean	202190.02
Median Absolute Deviation (MAD)	195
Skewness	-0.11911251
Sum	5.7275023 × 10¹²
Variance	39858.519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202212	431300	1.5%
202312	410059	1.4%
202412	407005	1.4%
202303	404418	1.4%
202112	394008	1.4%
202211	391564	1.4%
202109	389822	1.4%
202502	388200	1.4%
202401	387052	1.4%
202203	386607	1.4%
Other values (74)	24337289	85.9%

Value	Count	Frequency (%)
201809	260451	0.9%
201810	252172	0.9%
201811	283500	1.0%
201812	314043	1.1%
201901	298732	1.1%
201902	298273	1.1%
201903	299924	1.1%
201904	280120	1.0%
201905	278713	1.0%
201906	252741	0.9%

Value	Count	Frequency (%)
202508	325489	1.1%
202507	333226	1.2%
202506	308601	1.1%
202505	337662	1.2%
202504	341065	1.2%
202503	385217	1.4%
202502	388200	1.4%
202501	385482	1.4%
202412	407005	1.4%
202411	364850	1.3%

tipo_mix
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 GiB

PREMIUM	15605459
MASIVO	12721865

Length

Max length	7
Median length	7
Mean length	6.5508977
Min length	6

Characters and Unicode

Total characters	185569403
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PREMIUM
2nd row	PREMIUM
3rd row	PREMIUM
4th row	PREMIUM
5th row	PREMIUM

Common Values

Value	Count	Frequency (%)
PREMIUM	15605459	55.1%
MASIVO	12721865	44.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
premium	15605459	55.1%
masivo	12721865	44.9%

Most occurring characters

Value	Count	Frequency (%)
M	43932783	23.7%
I	28327324	15.3%
R	15605459	8.4%
P	15605459	8.4%
E	15605459	8.4%
U	15605459	8.4%
A	12721865	6.9%
S	12721865	6.9%
V	12721865	6.9%
O	12721865	6.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	185569403	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
M	43932783	23.7%
I	28327324	15.3%
R	15605459	8.4%
P	15605459	8.4%
E	15605459	8.4%
U	15605459	8.4%
A	12721865	6.9%
S	12721865	6.9%
V	12721865	6.9%
O	12721865	6.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	185569403	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
M	43932783	23.7%
I	28327324	15.3%
R	15605459	8.4%
P	15605459	8.4%
E	15605459	8.4%
U	15605459	8.4%
A	12721865	6.9%
S	12721865	6.9%
V	12721865	6.9%
O	12721865	6.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	185569403	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
M	43932783	23.7%
I	28327324	15.3%
R	15605459	8.4%
P	15605459	8.4%
E	15605459	8.4%
U	15605459	8.4%
A	12721865	6.9%
S	12721865	6.9%
V	12721865	6.9%
O	12721865	6.9%

id_sku_venta
Real number (ℝ)

Distinct	520
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	428579.43

Minimum	515
Maximum	604926
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	515
5-th percentile	7493
Q1	450325
median	450604
Q3	450749
95-th percentile	451269
Maximum	604926
Range	604411
Interquartile range (IQR)	424

Descriptive statistics

Standard deviation	104985.77
Coefficient of variation (CV)	0.24496222
Kurtosis	12.112201
Mean	428579.43
Median Absolute Deviation (MAD)	201
Skewness	-3.5935882
Sum	1.2140508 × 10¹³
Variance	1.1022012 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
450607	1159881	4.1%
450604	981474	3.5%
450592	918378	3.2%
450684	914142	3.2%
450237	907067	3.2%
450133	852698	3.0%
450403	749381	2.6%
592	741858	2.6%
450746	728508	2.6%
450417	721352	2.5%
Other values (510)	19652585	69.4%

Value	Count	Frequency (%)
515	65937	0.2%
566	369	< 0.1%
592	741858	2.6%
595	130305	0.5%
622	116009	0.4%
763	23991	0.1%
765	80408	0.3%
7481	14234	0.1%
7482	12103	< 0.1%
7483	59447	0.2%

Value	Count	Frequency (%)
604926	3169	< 0.1%
604583	2105	< 0.1%
604582	34283	0.1%
604581	390476	1.4%
604580	42379	0.1%
604533	45	< 0.1%
604514	494	< 0.1%
604509	32340	0.1%
604508	5513	< 0.1%
451500	7287	< 0.1%

liq_um
Real number (ℝ)

Skewed Zeros

Distinct	16318
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.93081289

Minimum	-89.46
Maximum	3096.6533
Zeros	433340
Zeros (%)	1.5%
Negative	4395
Negative (%)	< 0.1%
Memory size	216.1 MiB

Quantile statistics

Minimum	-89.46
5-th percentile	0.0462
Q1	0.084
median	0.21
Q3	0.588
95-th percentile	2.94
Maximum	3096.6533
Range	3186.1133
Interquartile range (IQR)	0.504

Descriptive statistics

Standard deviation	7.3722788
Coefficient of variation (CV)	7.9202586
Kurtosis	12213.228
Mean	0.93081289
Median Absolute Deviation (MAD)	0.1512
Skewness	78.478718
Sum	26367438
Variance	54.350495
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.07896	1776867	6.3%
0.05544	1702889	6.0%
0.084	1338104	4.7%
0.15792	1214046	4.3%
0.0588	912625	3.2%
0.168	902608	3.2%
0.11088	780586	2.8%
0.05964	754101	2.7%
0.23688	752916	2.7%
0.042	651926	2.3%
Other values (16308)	17540656	61.9%

Value	Count	Frequency (%)
-89.46	1	< 0.1%
-63.168	1	< 0.1%
-56.8512	1	< 0.1%
-52.98216	1	< 0.1%
-47.7708	1	< 0.1%
-38.34852	1	< 0.1%
-35.784	1	< 0.1%
-33.3984	1	< 0.1%
-33.264	1	< 0.1%
-31.584	1	< 0.1%

Value	Count	Frequency (%)
3096.65328	1	< 0.1%
2949.9456	1	< 0.1%
2527.66752	1	< 0.1%
2349.8496	1	< 0.1%
2336.97912	1	< 0.1%
2128.7616	1	< 0.1%
2021.376	1	< 0.1%
1958.208	1	< 0.1%
1953.4704	1	< 0.1%
1895.04	1	< 0.1%

id_barrio
Real number (ℝ)

High correlation

Distinct	1981
Distinct (%)	< 0.1%
Missing	90113
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	916951.61

Minimum	110110
Maximum	1510511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	110110
5-th percentile	310113
Q1	610815
median	910117
Q3	1311212
95-th percentile	1360310
Maximum	1510511
Range	1400401
Interquartile range (IQR)	700397

Descriptive statistics

Standard deviation	365671.18
Coefficient of variation (CV)	0.39879006
Kurtosis	-1.0680288
Mean	916951.61
Median Absolute Deviation (MAD)	399306
Skewness	-0.24201081
Sum	2.5892156 × 10¹³
Variance	1.3371541 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1020110	133284	0.5%
1010121	131312	0.5%
1312419	123953	0.4%
840124	110610	0.4%
1030123	109482	0.4%
620110	108945	0.4%
510310	108122	0.4%
810213	101642	0.4%
1310124	93454	0.3%
1010915	83774	0.3%
Other values (1971)	27132633	95.8%
(Missing)	90113	0.3%

Value	Count	Frequency (%)
110110	39877	0.1%
110111	11568	< 0.1%
110112	31914	0.1%
110113	30080	0.1%
110114	31371	0.1%
110115	21677	0.1%
110116	36604	0.1%
110117	28046	0.1%
110118	47995	0.2%
110119	5516	< 0.1%

Value	Count	Frequency (%)
1510511	21528	0.1%
1510128	52	< 0.1%
1510126	14548	0.1%
1510125	4743	< 0.1%
1510124	25282	0.1%
1510123	17476	0.1%
1510122	32535	0.1%
1510121	6205	< 0.1%
1510120	16048	0.1%
1510119	12902	< 0.1%

id_comuna
Real number (ℝ)

High correlation

Distinct	326
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9173.6821

Minimum	1101
Maximum	15105
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	1101
5-th percentile	3101
Q1	6109
median	9101
Q3	13112
95-th percentile	13603
Maximum	15105
Range	14004
Interquartile range (IQR)	7003

Descriptive statistics

Standard deviation	3658.0398
Coefficient of variation (CV)	0.39875371
Kurtosis	-1.0664497
Mean	9173.6821
Median Absolute Deviation (MAD)	3993
Skewness	-0.24539343
Sum	2.5986586 × 10¹¹
Variance	13381255
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13101	710538	2.5%
5101	541275	1.9%
5109	533766	1.9%
10101	504136	1.8%
2101	496689	1.8%
9101	478695	1.7%
8101	464934	1.6%
13110	455889	1.6%
8401	452928	1.6%
13119	425316	1.5%
Other values (316)	23263158	82.1%

Value	Count	Frequency (%)
1101	316881	1.1%
1107	128403	0.5%
1401	21413	0.1%
2101	496689	1.8%
2102	27953	0.1%
2103	7622	< 0.1%
2104	35320	0.1%
2201	226946	0.8%
2203	43534	0.2%
2301	64522	0.2%

Value	Count	Frequency (%)
15105	21528	0.1%
15101	303217	1.1%
14204	75117	0.3%
14203	32711	0.1%
14202	44882	0.2%
14201	78284	0.3%
14108	84544	0.3%
14107	38350	0.1%
14106	68355	0.2%
14104	36824	0.1%

segmento
Categorical

High correlation Imbalance

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 GiB

AL	11815483
BO	11295651
RT	1950447
MA	1504001
FS	1017052
Other values (14)	744690

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	56654648
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BO
2nd row	BO
3rd row	BO
4th row	BO
5th row	BO

Common Values

Value	Count	Frequency (%)
AL	11815483	41.7%
BO	11295651	39.9%
RT	1950447	6.9%
MA	1504001	5.3%
FS	1017052	3.6%
BA	486982	1.7%
IE	135488	0.5%
AP	53830	0.2%
DI	33053	0.1%
FF	31506	0.1%
Other values (9)	3831	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
al	11815483	41.7%
bo	11295651	39.9%
rt	1950447	6.9%
ma	1504001	5.3%
fs	1017052	3.6%
ba	486982	1.7%
ie	135488	0.5%
ap	53830	0.2%
di	33053	0.1%
ff	31506	0.1%
Other values (9)	3831	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	13860319	24.5%
L	11815483	20.9%
B	11782639	20.8%
O	11295651	19.9%
R	1952888	3.4%
T	1950447	3.4%
M	1504005	2.7%
F	1080102	1.9%
S	1017085	1.8%
I	169804	0.3%
Other values (5)	226225	0.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	56654648	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	13860319	24.5%
L	11815483	20.9%
B	11782639	20.8%
O	11295651	19.9%
R	1952888	3.4%
T	1950447	3.4%
M	1504005	2.7%
F	1080102	1.9%
S	1017085	1.8%
I	169804	0.3%
Other values (5)	226225	0.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	56654648	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	13860319	24.5%
L	11815483	20.9%
B	11782639	20.8%
O	11295651	19.9%
R	1952888	3.4%
T	1950447	3.4%
M	1504005	2.7%
F	1080102	1.9%
S	1017085	1.8%
I	169804	0.3%
Other values (5)	226225	0.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	56654648	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	13860319	24.5%
L	11815483	20.9%
B	11782639	20.8%
O	11295651	19.9%
R	1952888	3.4%
T	1950447	3.4%
M	1504005	2.7%
F	1080102	1.9%
S	1017085	1.8%
I	169804	0.3%
Other values (5)	226225	0.4%

canal
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 GiB

COMPRA	23111157
CONSUMO	3712162
MAYORISTA	1504005

Length

Max length	9
Median length	6
Mean length	6.2903266
Min length	6

Characters and Unicode

Total characters	178188121
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	COMPRA
2nd row	COMPRA
3rd row	COMPRA
4th row	COMPRA
5th row	COMPRA

Common Values

Value	Count	Frequency (%)
COMPRA	23111157	81.6%
CONSUMO	3712162	13.1%
MAYORISTA	1504005	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
compra	23111157	81.6%
consumo	3712162	13.1%
mayorista	1504005	5.3%

Most occurring characters

Value	Count	Frequency (%)
O	32039486	18.0%
M	28327324	15.9%
C	26823319	15.1%
A	26119167	14.7%
R	24615162	13.8%
P	23111157	13.0%
S	5216167	2.9%
N	3712162	2.1%
U	3712162	2.1%
Y	1504005	0.8%
Other values (2)	3008010	1.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	178188121	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
O	32039486	18.0%
M	28327324	15.9%
C	26823319	15.1%
A	26119167	14.7%
R	24615162	13.8%
P	23111157	13.0%
S	5216167	2.9%
N	3712162	2.1%
U	3712162	2.1%
Y	1504005	0.8%
Other values (2)	3008010	1.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	178188121	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
O	32039486	18.0%
M	28327324	15.9%
C	26823319	15.1%
A	26119167	14.7%
R	24615162	13.8%
P	23111157	13.0%
S	5216167	2.9%
N	3712162	2.1%
U	3712162	2.1%
Y	1504005	0.8%
Other values (2)	3008010	1.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	178188121	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
O	32039486	18.0%
M	28327324	15.9%
C	26823319	15.1%
A	26119167	14.7%
R	24615162	13.8%
P	23111157	13.0%
S	5216167	2.9%
N	3712162	2.1%
U	3712162	2.1%
Y	1504005	0.8%
Other values (2)	3008010	1.7%

descr_flag_patente
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 GiB

CON PATENTE	27694136
SIN PATENTE	532478
NaN	90113
None	10597

Length

Max length	11
Median length	11
Mean length	10.971932
Min length	3

Characters and Unicode

Total characters	310805481
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CON PATENTE
2nd row	CON PATENTE
3rd row	CON PATENTE
4th row	CON PATENTE
5th row	CON PATENTE

Common Values

Value	Count	Frequency (%)
CON PATENTE	27694136	97.8%
SIN PATENTE	532478	1.9%
NaN	90113	0.3%
None	10597	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
patente	28226614	49.9%
con	27694136	49.0%
sin	532478	0.9%
nan	90113	0.2%
none	10597	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	56644051	18.2%
T	56453228	18.2%
E	56453228	18.2%
A	28226614	9.1%
P	28226614	9.1%
	28226614	9.1%
C	27694136	8.9%
O	27694136	8.9%
S	532478	0.2%
I	532478	0.2%
Other values (4)	121904	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	310805481	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	56644051	18.2%
T	56453228	18.2%
E	56453228	18.2%
A	28226614	9.1%
P	28226614	9.1%
	28226614	9.1%
C	27694136	8.9%
O	27694136	8.9%
S	532478	0.2%
I	532478	0.2%
Other values (4)	121904	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	310805481	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	56644051	18.2%
T	56453228	18.2%
E	56453228	18.2%
A	28226614	9.1%
P	28226614	9.1%
	28226614	9.1%
C	27694136	8.9%
O	27694136	8.9%
S	532478	0.2%
I	532478	0.2%
Other values (4)	121904	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	310805481	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	56644051	18.2%
T	56453228	18.2%
E	56453228	18.2%
A	28226614	9.1%
P	28226614	9.1%
	28226614	9.1%
C	27694136	8.9%
O	27694136	8.9%
S	532478	0.2%
I	532478	0.2%
Other values (4)	121904	< 0.1%

indice_gse
Real number (ℝ)

Missing

Distinct	1357
Distinct (%)	< 0.1%
Missing	1645935
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.1053451

Minimum	0
Maximum	0.61673068
Zeros	102
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.043121391
Q1	0.068272055
median	0.087306383
Q3	0.12247283
95-th percentile	0.20629466
Maximum	0.61673068
Range	0.61673068
Interquartile range (IQR)	0.054200774

Descriptive statistics

Standard deviation	0.066174549
Coefficient of variation (CV)	0.62816921
Kurtosis	11.497237
Mean	0.1053451
Median Absolute Deviation (MAD)	0.02393921
Skewness	2.8604134
Sum	2810753.6
Variance	0.0043790709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.07329672992	133284	0.5%
0.08730638337	131312	0.5%
0.09541343967	123953	0.4%
0.08526095211	110610	0.4%
0.06793420572	109482	0.4%
0.08685738999	108945	0.4%
0.1896850416	108122	0.4%
0.07785206482	101642	0.4%
0.1990852323	93454	0.3%
0.1335891505	83774	0.3%
Other values (1347)	25576811	90.3%
(Missing)	1645935	5.8%

Value	Count	Frequency (%)
0	102	< 0.1%
0.01633379986	14316	0.1%
0.01742628475	18775	0.1%
0.01762380952	7120	< 0.1%
0.01765070729	11037	< 0.1%
0.01842043896	18538	0.1%
0.02240665584	26988	0.1%
0.02309187279	18493	0.1%
0.02337123746	4248	< 0.1%
0.0239652968	5642	< 0.1%

Value	Count	Frequency (%)
0.6167306786	6400	< 0.1%
0.5621148523	451	< 0.1%
0.5404644309	25800	0.1%
0.5339663947	19733	0.1%
0.5241336952	6503	< 0.1%
0.5131611595	4166	< 0.1%
0.5081605505	12256	< 0.1%
0.4919868472	32100	0.1%
0.4726691173	26456	0.1%
0.4457646212	3874	< 0.1%

n_habitantes
Real number (ℝ)

Missing

Distinct	1312
Distinct (%)	< 0.1%
Missing	1645935
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%
Mean	17581.999

Minimum	0
Maximum	99870
Zeros	102
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	0
5-th percentile	1989
Q1	7382
median	14288
Q3	22370
95-th percentile	48215
Maximum	99870
Range	99870
Interquartile range (IQR)	14988

Descriptive statistics

Standard deviation	14912.314
Coefficient of variation (CV)	0.84815805
Kurtosis	6.9860673
Mean	17581.999
Median Absolute Deviation (MAD)	7179
Skewness	2.1597003
Sum	4.6911215 × 10¹¹
Variance	2.2237711 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25363	133284	0.5%
58080	131312	0.5%
97044	123953	0.4%
50776	110610	0.4%
52411	109482	0.4%
12776	108945	0.4%
39175	108122	0.4%
55031	101642	0.4%
20954	93454	0.3%
24910	83774	0.3%
Other values (1302)	25576811	90.3%
(Missing)	1645935	5.8%

Value	Count	Frequency (%)
0	102	< 0.1%
7	16	< 0.1%
12	524	< 0.1%
14	2170	< 0.1%
23	460	< 0.1%
31	3775	< 0.1%
32	11177	< 0.1%
34	2179	< 0.1%
46	9552	< 0.1%
61	259	< 0.1%

Value	Count	Frequency (%)
99870	79319	0.3%
97044	123953	0.4%
79755	14288	0.1%
79124	71075	0.3%
73958	61690	0.2%
72888	31521	0.1%
61654	50881	0.2%
60332	26456	0.1%
60260	15662	0.1%
58080	131312	0.5%

n_ptos_interes
Real number (ℝ)

Missing

Distinct	173
Distinct (%)	< 0.1%
Missing	476688
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%
Mean	54.701317

Minimum	1
Maximum	596
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	13
median	29
Q3	64
95-th percentile	201
Maximum	596
Range	595
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	75.157942
Coefficient of variation (CV)	1.3739695
Kurtosis	16.749649
Mean	54.701317
Median Absolute Deviation (MAD)	20
Skewness	3.5414581
Sum	1.5234665 × 10⁹
Variance	5648.7163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	678844	2.4%
9	670499	2.4%
5	635316	2.2%
13	580978	2.1%
12	574507	2.0%
6	572793	2.0%
7	572029	2.0%
18	559950	2.0%
2	548379	1.9%
29	544992	1.9%
Other values (163)	21912349	77.4%

Value	Count	Frequency (%)
1	495515	1.7%
2	548379	1.9%
3	484851	1.7%
4	498663	1.8%
5	635316	2.2%
6	572793	2.0%
7	572029	2.0%
8	540840	1.9%
9	670499	2.4%
10	362635	1.3%

Value	Count	Frequency (%)
596	93454	0.3%
539	40709	0.1%
501	26456	0.1%
461	83774	0.3%
446	48398	0.2%
365	34801	0.1%
361	46739	0.2%
359	42367	0.1%
343	41592	0.1%
290	35781	0.1%

superficie_km2
Real number (ℝ)

High correlation Missing

Distinct	1808
Distinct (%)	< 0.1%
Missing	476688
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%
Mean	81.215742

Minimum	0.10992095
Maximum	17132.919
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	0.10992095
5-th percentile	0.7644413
Q1	1.6825796
median	8.9982362
Q3	46.13131
95-th percentile	260.90565
Maximum	17132.919
Range	17132.809
Interquartile range (IQR)	44.44873

Descriptive statistics

Standard deviation	353.08092
Coefficient of variation (CV)	4.3474444
Kurtosis	406.73335
Mean	81.215742
Median Absolute Deviation (MAD)	8.0281871
Skewness	14.379017
Sum	2.2619101 × 10⁹
Variance	124666.14
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.617478003	133284	0.5%
24.24593612	131312	0.5%
22.98189622	123953	0.4%
26.65355894	110610	0.4%
62.91280314	109482	0.4%
142.0838396	108945	0.4%
11.86972651	108122	0.4%
64.86280707	101642	0.4%
1.212648825	93454	0.3%
117.8213195	83774	0.3%
Other values (1798)	26746058	94.4%
(Missing)	476688	1.7%

Value	Count	Frequency (%)
0.1099209533	19330	0.1%
0.150668958	7990	< 0.1%
0.2286851919	1272	< 0.1%
0.2662815307	3149	< 0.1%
0.2857682808	4729	< 0.1%
0.3062273498	8744	< 0.1%
0.3184937931	18681	0.1%
0.3213928872	10230	< 0.1%
0.3249334435	61	< 0.1%
0.3252875531	24753	0.1%

Value	Count	Frequency (%)
17132.91893	1476	< 0.1%
10403.7113	2228	< 0.1%
9104.650689	4	< 0.1%
8827.694491	9	< 0.1%
6473.267074	122	< 0.1%
5013.033193	737	< 0.1%
4804.267014	269	< 0.1%
4753.380743	7	< 0.1%
4475.328644	7606	< 0.1%
4371.358449	14677	0.1%

densidad_hab
Real number (ℝ)

High correlation Missing

Distinct	1357
Distinct (%)	< 0.1%
Missing	1645935
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%
Mean	4983.9369

Minimum	0
Maximum	45213.161
Zeros	102
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	0
5-th percentile	16.359227
Q1	317.9393
median	2767.952
Q3	8257.1378
95-th percentile	15366.71
Maximum	45213.161
Range	45213.161
Interquartile range (IQR)	7939.1985

Descriptive statistics

Standard deviation	5959.9686
Coefficient of variation (CV)	1.1958355
Kurtosis	8.0252512
Mean	4983.9369
Median Absolute Deviation (MAD)	2682.2504
Skewness	2.1004575
Sum	1.3297836 × 10¹¹
Variance	35521226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2943.204496	133284	0.5%
2395.452983	131312	0.5%
4222.628066	123953	0.4%
1905.036401	110610	0.4%
833.0736732	109482	0.4%
89.91874119	108945	0.4%
3300.413026	108122	0.4%
848.421499	101642	0.4%
17279.52856	93454	0.3%
211.4218387	83774	0.3%
Other values (1347)	25576811	90.3%
(Missing)	1645935	5.8%

Value	Count	Frequency (%)
0	102	< 0.1%
0.01553075957	460	< 0.1%
0.05665253926	524	< 0.1%
0.05846651031	9	< 0.1%
0.08198804269	16	< 0.1%
0.1840793419	2170	< 0.1%
0.1891772095	196	< 0.1%
0.3240110898	3615	< 0.1%
0.398341675	12578	< 0.1%
0.5429295912	9300	< 0.1%

Value	Count	Frequency (%)
45213.16077	46763	0.2%
43586.47453	34988	0.1%
42636.91265	28667	0.1%
37937.9024	34273	0.1%
29464.32813	37701	0.1%
25148.02693	27046	0.1%
22474.67934	18656	0.1%
22011.04649	18481	0.1%
21551.83795	15212	0.1%
21421.87834	27382	0.1%

uf
Real number (ℝ)

High correlation

Distinct	83
Distinct (%)	< 0.1%
Missing	260451
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	33019.566

Minimum	27432.1
Maximum	39383.07
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	27432.1
5-th percentile	27565.76
Q1	28838.63
median	33086.83
Q3	36789.36
95-th percentile	39075.41
Maximum	39383.07
Range	11950.97
Interquartile range (IQR)	7950.73

Descriptive statistics

Standard deviation	4067.6372
Coefficient of variation (CV)	0.12318869
Kurtosis	-1.5759363
Mean	33019.566
Median Absolute Deviation (MAD)	4006.69
Skewness	0.061683399
Sum	9.2675596 × 10¹¹
Variance	16545672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35110.98	431300	1.5%
36789.36	410059	1.4%
38416.69	407005	1.4%
35575.48	404418	1.4%
30991.74	394008	1.4%
34811.8	391564	1.4%
30088.37	389822	1.4%
38647.94	388200	1.4%
36733.04	387052	1.4%
31727.74	386607	1.4%
Other values (73)	24076838	85.0%

Value	Count	Frequency (%)
27432.1	252172	0.9%
27532.8	283500	1.0%
27546.22	298732	1.1%
27556.9	298273	1.1%
27565.76	299924	1.1%
27565.79	314043	1.1%
27662.17	280120	1.0%
27762.55	278713	1.0%
27903.3	252741	0.9%
27953.42	269705	1.0%

Value	Count	Frequency (%)
39383.07	325489	1.1%
39267.07	308601	1.1%
39189.45	337662	1.2%
39179.01	333226	1.2%
39075.41	341065	1.2%
38894.11	385217	1.4%
38647.94	388200	1.4%
38416.69	407005	1.4%
38384.41	385482	1.4%
38247.92	364850	1.3%

dolar
Real number (ℝ)

High correlation

Distinct	83
Distinct (%)	< 0.1%
Missing	260451
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	835.72483

Minimum	649.92
Maximum	992.12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	649.92
5-th percentile	679.86
Q1	758.53
median	827.84
Q3	919.97
95-th percentile	980.19
Maximum	992.12
Range	342.2
Interquartile range (IQR)	161.44

Descriptive statistics

Standard deviation	95.020588
Coefficient of variation (CV)	0.11369841
Kurtosis	-1.1303997
Mean	835.72483
Median Absolute Deviation (MAD)	83.58
Skewness	-0.052007123
Sum	2.3456183 × 10¹⁰
Variance	9028.9122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
859.51	431300	1.5%
884.59	410059	1.4%
992.12	407005	1.4%
789.32	404418	1.4%
850.25	394008	1.4%
905.7	391564	1.4%
803.59	389822	1.4%
951.21	388200	1.4%
932.66	387052	1.4%
787.16	386607	1.4%
Other values (73)	24076838	85.0%

Value	Count	Frequency (%)
649.92	298273	1.1%
666.76	298732	1.1%
669.43	283500	1.0%
677.67	280120	1.0%
679.86	252741	0.9%
681.09	299924	1.1%
693.31	252172	0.9%
695.69	314043	1.1%
699.98	269705	1.0%
705.09	295538	1.0%

Value	Count	Frequency (%)
992.12	407005	1.4%
988.1	385482	1.4%
982.38	374233	1.3%
980.19	381528	1.3%
978.07	333226	1.2%
977.32	364850	1.3%
967.48	325489	1.1%
966	377581	1.3%
956.58	353874	1.2%
951.21	388200	1.4%

ipc
Real number (ℝ)

Zeros

Distinct	20
Distinct (%)	< 0.1%
Missing	260451
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.46172049

Minimum	-0.5
Maximum	1.9
Zeros	1684246
Zeros (%)	5.9%
Negative	3255225
Negative (%)	11.5%
Memory size	216.1 MiB

Quantile statistics

Minimum	-0.5
5-th percentile	-0.2
Q1	0.1
median	0.4
Q3	0.7
95-th percentile	1.3
Maximum	1.9
Range	2.4
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.46158654
Coefficient of variation (CV)	0.99970989
Kurtosis	0.17339507
Mean	0.46172049
Median Absolute Deviation (MAD)	0.3
Skewness	0.56905211
Sum	12959050
Variance	0.21306213
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0.3	3058689	10.8%
0.4	3057898	10.8%
0.1	2938499	10.4%
0.7	2126496	7.5%
0.2	1939548	6.8%
0.5	1787039	6.3%
-0.1	1782117	6.3%
0	1684246	5.9%
0.8	1451072	5.1%
1.2	1445668	5.1%
Other values (10)	6795601	24.0%

Value	Count	Frequency (%)
-0.5	410059	1.4%
-0.4	308601	1.1%
-0.2	754448	2.7%
-0.1	1782117	6.3%
0	1684246	5.9%
0.1	2938499	10.4%
0.2	1939548	6.8%
0.3	3058689	10.8%
0.4	3057898	10.8%
0.5	1787039	6.3%

Value	Count	Frequency (%)
1.9	386607	1.4%
1.4	685585	2.4%
1.3	382388	1.3%
1.2	1445668	5.1%
1.1	789900	2.8%
1	739060	2.6%
0.9	1045239	3.7%
0.8	1451072	5.1%
0.7	2126496	7.5%
0.6	1293714	4.6%

imacec
Real number (ℝ)

Zeros

Distinct	63
Distinct (%)	< 0.1%
Missing	260451
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	2.5527125

Minimum	-15.3
Maximum	20.1
Zeros	1098185
Zeros (%)	3.9%
Negative	8317156
Negative (%)	29.4%
Memory size	216.1 MiB

Quantile statistics

Minimum	-15.3
5-th percentile	-5.3
Q1	-0.5
median	1.8
Q3	3.8
95-th percentile	18.1
Maximum	20.1
Range	35.4
Interquartile range (IQR)	4.3

Descriptive statistics

Standard deviation	6.3254893
Coefficient of variation (CV)	2.4779482
Kurtosis	1.7177419
Mean	2.5527125
Median Absolute Deviation (MAD)	2.2
Skewness	0.61982505
Sum	71646658
Variance	40.011815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	1188802	4.2%
2.5	1113599	3.9%
0	1098185	3.9%
2.3	949812	3.4%
-0.4	749989	2.6%
18.1	707561	2.5%
0.3	705930	2.5%
-1.2	689336	2.4%
1.8	688218	2.4%
6.4	675477	2.4%
Other values (53)	19499964	68.8%

Value	Count	Frequency (%)
-15.3	228088	0.8%
-14.1	220231	0.8%
-12.4	201830	0.7%
-11.3	287858	1.0%
-10.7	233166	0.8%
-5.3	305032	1.1%
-3.5	270761	1.0%
-3.4	291382	1.0%
-3.3	318903	1.1%
-3.1	323870	1.1%

Value	Count	Frequency (%)
20.1	364001	1.3%
19.1	381116	1.3%
18.1	707561	2.5%
15.6	389822	1.4%
15	382388	1.3%
14.3	380931	1.3%
14.1	295538	1.0%
10.1	394008	1.4%
9	349381	1.2%
7.2	386607	1.4%

tpm
Real number (ℝ)

High correlation

Distinct	26
Distinct (%)	< 0.1%
Missing	260451
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	5.1719741

Minimum	0.5
Maximum	11.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	0.5
5-th percentile	0.5
Q1	1.75
median	5
Q3	8.25
95-th percentile	11.25
Maximum	11.25
Range	10.75
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	3.6801485
Coefficient of variation (CV)	0.71155586
Kurtosis	-1.1947318
Mean	5.1719741
Median Absolute Deviation (MAD)	3.25
Skewness	0.31851947
Sum	1.4516114 × 10⁸
Variance	13.543493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0.5	4483323	15.8%
11.25	3428216	12.1%
5	2553232	9.0%
2.75	1613034	5.7%
1.75	1597455	5.6%
3	1455762	5.1%
8.25	1142986	4.0%
5.5	1064923	3.8%
9	1053915	3.7%
5.75	992068	3.5%
Other values (16)	8681959	30.6%

Value	Count	Frequency (%)
0.5	4483323	15.8%
0.75	764602	2.7%
1	270761	1.0%
1.5	389822	1.4%
1.75	1597455	5.6%
2	304012	1.1%
2.5	818737	2.9%
2.75	1613034	5.7%
3	1455762	5.1%
4	394008	1.4%

Value	Count	Frequency (%)
11.25	3428216	12.1%
10.75	377581	1.3%
10.25	740610	2.6%
9.75	705219	2.5%
9.5	380498	1.3%
9	1053915	3.7%
8.25	1142986	4.0%
7.25	755761	2.7%
7	727563	2.6%
6.5	357805	1.3%

tasa_desempleo
Real number (ℝ)

Missing

Distinct	70
Distinct (%)	< 0.1%
Missing	601516
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	8.5004554

Minimum	6.7
Maximum	13.09
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	216.1 MiB

Quantile statistics

Minimum	6.7
5-th percentile	6.85
Q1	7.8
median	8.41
Q3	8.89
95-th percentile	11.21
Maximum	13.09
Range	6.39
Interquartile range (IQR)	1.09

Descriptive statistics

Standard deviation	1.294189
Coefficient of variation (CV)	0.15224937
Kurtosis	2.4211403
Mean	8.5004554
Median Absolute Deviation (MAD)	0.52
Skewness	1.3980505
Sum	2.3568199 × 10⁸
Variance	1.6749251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.08	789393	2.8%
8.04	759777	2.7%
7.8	732482	2.6%
8.68	728107	2.6%
8.52	709790	2.5%
7.19	690299	2.4%
8.89	673056	2.4%
7.81	652022	2.3%
6.7	612316	2.2%
9	605849	2.1%
Other values (60)	20772717	73.3%
(Missing)	601516	2.1%

Value	Count	Frequency (%)
6.7	612316	2.2%
6.8	582232	2.1%
6.85	299924	1.1%
6.86	280120	1.0%
6.88	318903	1.1%
6.98	341139	1.2%
7.01	291382	1.0%
7.05	304012	1.1%
7.09	278713	1.0%
7.1	504913	1.8%

Value	Count	Frequency (%)
13.09	233166	0.8%
12.93	287858	1.0%
12.35	305032	1.1%
12.25	201830	0.7%
11.58	326174	1.2%
11.21	228088	0.8%
10.76	341475	1.2%
10.35	329602	1.2%
10.3	329975	1.2%
10.29	372408	1.3%

Interactions

Correlations

	canal	densidad_hab	descr_flag_patente	dolar	id_barrio	id_cliente	id_comuna	id_periodo	id_sku_venta	imacec	indice_gse	ipc	liq_um	n_habitantes	n_ptos_interes	segmento	superficie_km2	tasa_desempleo	tipo_mix	tpm	uf
canal	1.000	0.040	0.123	0.065	0.064	0.035	0.064	0.082	0.152	0.052	0.176	0.021	0.038	0.095	0.185	1.000	0.031	0.088	0.087	0.086	0.094
densidad_hab	0.040	1.000	0.015	-0.022	0.276	-0.073	0.275	-0.025	0.023	0.000	0.400	-0.003	0.027	0.382	0.084	0.123	-0.907	-0.014	0.022	-0.010	-0.024
descr_flag_patente	0.123	0.015	1.000	0.042	0.042	0.027	0.059	0.049	0.029	0.025	0.040	0.016	0.000	0.017	0.028	0.305	0.018	0.043	0.004	0.044	0.048
dolar	0.065	-0.022	0.042	1.000	-0.005	-0.004	-0.005	0.864	0.247	-0.032	-0.004	0.169	-0.067	0.005	0.000	0.034	0.029	0.141	0.132	0.518	0.865
id_barrio	0.064	0.276	0.042	-0.005	1.000	-0.111	0.997	-0.006	0.031	-0.001	0.058	0.005	0.030	0.086	0.122	0.170	-0.202	-0.000	0.063	-0.002	-0.006
id_cliente	0.035	-0.073	0.027	-0.004	-0.111	1.000	-0.110	-0.007	-0.017	-0.002	-0.042	-0.013	-0.003	-0.024	-0.024	0.058	0.057	-0.006	0.054	-0.012	-0.006
id_comuna	0.064	0.275	0.059	-0.005	0.997	-0.110	1.000	-0.006	0.032	-0.001	0.058	0.005	0.030	0.085	0.121	0.170	-0.202	-0.000	0.063	-0.002	-0.006
id_periodo	0.082	-0.025	0.049	0.864	-0.006	-0.007	-0.006	1.000	0.293	0.019	-0.006	0.086	-0.080	0.008	-0.001	0.054	0.033	0.331	0.171	0.579	1.000
id_sku_venta	0.152	0.023	0.029	0.247	0.031	-0.017	0.032	0.293	1.000	0.013	-0.012	0.034	-0.115	0.050	-0.030	0.121	-0.001	0.115	0.199	0.159	0.290
imacec	0.052	0.000	0.025	-0.032	-0.001	-0.002	-0.001	0.019	0.013	1.000	0.005	0.251	0.011	-0.003	0.007	0.039	-0.002	-0.247	0.071	-0.169	0.019
indice_gse	0.176	0.400	0.040	-0.004	0.058	-0.042	0.058	-0.006	-0.012	0.005	1.000	-0.002	-0.030	0.274	0.415	0.120	-0.371	-0.023	0.120	0.007	-0.005
ipc	0.021	-0.003	0.016	0.169	0.005	-0.013	0.005	0.086	0.034	0.251	-0.002	1.000	0.013	-0.000	0.002	0.018	0.004	-0.115	0.072	0.213	0.077
liq_um	0.038	0.027	0.000	-0.067	0.030	-0.003	0.030	-0.080	-0.115	0.011	-0.030	0.013	1.000	0.023	-0.026	0.018	-0.018	-0.010	0.010	-0.070	-0.080
n_habitantes	0.095	0.382	0.017	0.005	0.086	-0.024	0.085	0.008	0.050	-0.003	0.274	-0.000	0.023	1.000	0.263	0.091	-0.035	0.018	0.027	-0.002	0.008
n_ptos_interes	0.185	0.084	0.028	0.000	0.122	-0.024	0.121	-0.001	-0.030	0.007	0.415	0.002	-0.026	0.263	1.000	0.100	-0.076	-0.026	0.084	0.012	-0.001
segmento	1.000	0.123	0.305	0.034	0.170	0.058	0.170	0.054	0.121	0.039	0.120	0.018	0.018	0.091	0.100	1.000	0.022	0.045	0.128	0.045	0.053
superficie_km2	0.031	-0.907	0.018	0.029	-0.202	0.057	-0.202	0.033	-0.001	-0.002	-0.371	0.004	-0.018	-0.035	-0.076	0.022	1.000	0.025	0.018	0.010	0.032
tasa_desempleo	0.088	-0.014	0.043	0.141	-0.000	-0.006	-0.000	0.331	0.115	-0.247	-0.023	-0.115	-0.010	0.018	-0.026	0.045	0.025	1.000	0.144	-0.184	0.331
tipo_mix	0.087	0.022	0.004	0.132	0.063	0.054	0.063	0.171	0.199	0.071	0.120	0.072	0.010	0.027	0.084	0.128	0.018	0.144	1.000	0.153	0.166
tpm	0.086	-0.010	0.044	0.518	-0.002	-0.012	-0.002	0.579	0.159	-0.169	0.007	0.213	-0.070	-0.002	0.012	0.045	0.010	-0.184	0.153	1.000	0.579
uf	0.094	-0.024	0.048	0.865	-0.006	-0.006	-0.006	1.000	0.290	0.019	-0.005	0.077	-0.080	0.008	-0.001	0.053	0.032	0.331	0.166	0.579	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	id_categoria	id_cliente	id_periodo	tipo_mix	id_sku_venta	liq_um	id_barrio	id_comuna	segmento	canal	descr_flag_patente	indice_gse	n_habitantes	n_ptos_interes	superficie_km2	densidad_hab	uf	dolar	ipc	imacec	tpm	tasa_desempleo
0	1	693134	202110	PREMIUM	450403	4.32432	430115.0	4301.0	BO	COMPRA	CON PATENTE	0.077819	31953.0	83.0	7.795204	4099.058622	30380.53	805.47	1.3	15.0	2.75	8.08
1	1	693134	202110	PREMIUM	450417	1.17600	430115.0	4301.0	BO	COMPRA	CON PATENTE	0.077819	31953.0	83.0	7.795204	4099.058622	30380.53	805.47	1.3	15.0	2.75	8.08
2	1	693134	202110	PREMIUM	450684	7.26432	430115.0	4301.0	BO	COMPRA	CON PATENTE	0.077819	31953.0	83.0	7.795204	4099.058622	30380.53	805.47	1.3	15.0	2.75	8.08
3	1	693134	202110	PREMIUM	450704	0.22176	430115.0	4301.0	BO	COMPRA	CON PATENTE	0.077819	31953.0	83.0	7.795204	4099.058622	30380.53	805.47	1.3	15.0	2.75	8.08
4	1	693134	202110	PREMIUM	450746	3.47424	430115.0	4301.0	BO	COMPRA	CON PATENTE	0.077819	31953.0	83.0	7.795204	4099.058622	30380.53	805.47	1.3	15.0	2.75	8.08
5	1	693134	202110	PREMIUM	450749	0.67200	430115.0	4301.0	BO	COMPRA	CON PATENTE	0.077819	31953.0	83.0	7.795204	4099.058622	30380.53	805.47	1.3	15.0	2.75	8.08
6	1	693134	202110	PREMIUM	450850	0.55272	430115.0	4301.0	BO	COMPRA	CON PATENTE	0.077819	31953.0	83.0	7.795204	4099.058622	30380.53	805.47	1.3	15.0	2.75	8.08
7	1	693134	202110	PREMIUM	450851	1.57920	430115.0	4301.0	BO	COMPRA	CON PATENTE	0.077819	31953.0	83.0	7.795204	4099.058622	30380.53	805.47	1.3	15.0	2.75	8.08
8	1	693134	202110	PREMIUM	450859	0.33264	430115.0	4301.0	BO	COMPRA	CON PATENTE	0.077819	31953.0	83.0	7.795204	4099.058622	30380.53	805.47	1.3	15.0	2.75	8.08
9	1	693134	202111	MASIVO	450133	0.23688	430115.0	4301.0	BO	COMPRA	CON PATENTE	0.077819	31953.0	83.0	7.795204	4099.058622	30762.80	836.73	0.5	14.3	2.75	7.53

	id_categoria	id_cliente	id_periodo	tipo_mix	id_sku_venta	liq_um	id_barrio	id_comuna	segmento	canal	descr_flag_patente	indice_gse	n_habitantes	n_ptos_interes	superficie_km2	densidad_hab	uf	dolar	imacec	tpm	tasa_desempleo
28327314	1	658679	202508	PREMIUM	7493	0.05544	811215.0	8112.0	RT	CONSUMO	CON PATENTE	0.086157	24304.0	76.0	35.636473	681.997905	39383.07	967.48	0.5	4.75	8.56
28327315	1	658679	202508	PREMIUM	450295	0.05544	811215.0	8112.0	RT	CONSUMO	CON PATENTE	0.086157	24304.0	76.0	35.636473	681.997905	39383.07	967.48	0.5	4.75	8.56
28327316	1	658679	202508	PREMIUM	450302	0.05544	811215.0	8112.0	RT	CONSUMO	CON PATENTE	0.086157	24304.0	76.0	35.636473	681.997905	39383.07	967.48	0.5	4.75	8.56
28327317	1	658679	202508	PREMIUM	450336	0.05964	811215.0	8112.0	RT	CONSUMO	CON PATENTE	0.086157	24304.0	76.0	35.636473	681.997905	39383.07	967.48	0.5	4.75	8.56
28327318	1	658679	202508	PREMIUM	450403	0.05544	811215.0	8112.0	RT	CONSUMO	CON PATENTE	0.086157	24304.0	76.0	35.636473	681.997905	39383.07	967.48	0.5	4.75	8.56
28327319	1	658679	202508	PREMIUM	450704	0.05544	811215.0	8112.0	RT	CONSUMO	CON PATENTE	0.086157	24304.0	76.0	35.636473	681.997905	39383.07	967.48	0.5	4.75	8.56
28327320	1	658679	202508	PREMIUM	604581	0.05544	811215.0	8112.0	RT	CONSUMO	CON PATENTE	0.086157	24304.0	76.0	35.636473	681.997905	39383.07	967.48	0.5	4.75	8.56
28327321	1	658553	202508	PREMIUM	450302	0.05544	NaN	8101.0	IE	CONSUMO	NaN	NaN	NaN	NaN	NaN	NaN	39383.07	967.48	0.5	4.75	8.56
28327322	1	658553	202508	PREMIUM	450551	0.21000	NaN	8101.0	IE	CONSUMO	NaN	NaN	NaN	NaN	NaN	NaN	39383.07	967.48	0.5	4.75	8.56
28327323	1	658553	202508	PREMIUM	451371	0.21000	NaN	8101.0	IE	CONSUMO	NaN	NaN	NaN	NaN	NaN	NaN	39383.07	967.48	0.5	4.75	8.56

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample